Oysters are always a nice find, and among the most delicious. Chanterelles are the most exciting to stumble upon, because i find it hard to understand their habitat. Hedgehogs (H. repandum) are as good as chanterelles but almost too easy to find around here.
Chicken of the woods can be fun to harvest, in a special way. Last time me and my S.O had to duct tape some sticks together into a 14 feet pole in order to poke it down in small pieces.
The lazy part of me has a special liking for mushrooms growing in lawns, such as Agaricus spp, some Suillus spp, Marasmius oreades and parasols.
Sparassis crispa was a rush to find the one time i stumbled upon a few good enough specimens.
And also of course Boletus edulis, because it's so big and tasty. And also Lactarius deterrimus and L. deliciosus.
Ok, so basically all of them... Craterellus tubaeformis is probably the only one i don't particularly enjoy harvesting. It's too easy and they're so many. It quickly becomes a chore.